Evidence map›Paper›PMID 42453435›Full record

ArticleFrontiers in psychology2026

Physical activity and adolescents' parasocial relationships with virtual idols: evidence from loneliness, gender differences, and network analysis.

Longjiang Chen, Ziyang Lin, Zeyan Wang, Jiale Wang, Yian Xiang

Abstract read
In one paragraph

Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Longjiang Chen *Institute of Physical Education, Yunnan Normal University, Kunming, China.
Ziyang Lin *School of Sport and Art, Shenzhen Technology University, Shenzhen, China.
Zeyan WangSchool of Physical Education, Chengdu University of Technology, Chengdu, China.
Jiale WangCollege of Physical Education, Xinjiang Normal University, Ürümqi, Xinjiang, China.
Yian XiangDepartment of Rehabilitation Medicine, Lishui Municipal Central Hospital, The Fifth Affiliated Hospital of Wenzhou Medical University, Lishui, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: This study aimed to examine whether higher levels of physical activity were associated with adolescents' parasocial relationships with virtual idols through lower levels of loneliness, and to determine whether gender moderated these associations. The study also explored the item-level connections between loneliness and parasocial relationships with virtual idols. Methods: A cross-sectional survey was conducted among 2,798 adolescents from Sichuan, Hunan, Yunnan, and Chongqing provinces in China. Physical activity, loneliness, and parasocial relationships with virtual idols were measured using validated questionnaires. The SPSS PROCESS macro was used to test the moderated mediation model, and network analysis was conducted to identify key bridging nodes between loneliness and parasocial relationships. Results: Physical activity was significantly negatively associated with parasocial relationships with virtual idols, and loneliness showed a significant partial statistical mediation in this association. Gender significantly moderated both the association between physical activity and loneliness and the association between loneliness and parasocial relationships, with these associations being more pronounced among female adolescents. Network analysis further identified bridging connections between real-life relational deficits, such as feeling neglected and lacking companionship, and emotional involvement with virtual idols, such as caring about the life of a virtual idol. Discussion: The findings suggest that physical activity may be associated with weaker parasocial relationships with virtual idols not only through time occupation or attention diversion, but also through lower loneliness and stronger real-life social connection. Interventions aimed at reducing excessive emotional dependence on virtual idols should therefore focus on promoting physical engagement, real-life interaction, and adolescents' sense of belonging.

Indexed as

adolescentslonelinessnetwork analysisparasocial relationshipphysical activityvirtual idols

Identifiers

PMID42453435
PMCPMC13365051

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.